datajournalism, Twitter, 12/20/2021 5:51:54 PM, 268671


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datajournalism_2021-12-20_09-18-41.xlsx
datajournalism_2021-12-20_09-18-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 20, 2021
Short Description:
datajournalism via NodeXL https://bit.ly/3GYYJlD
@datajournalism
@sigmaawards
@monikajones
@gijnru
@gijn
@riotta
@csiwodb
@sehetzher
@this0499154500
@konti_sg

Top hashtags:
#datajournalism
#ddj
#ai
#dataviz
#data
#journalism
#podcast
#datascience
#machinelearning

Description:
Description
The graph represents a network of 398 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 December 2021 at 17:19 UTC.

The requested start date was Monday, 20 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 11-day, 12-hour, 36-minute period from Monday, 06 December 2021 at 01:52 UTC to Friday, 17 December 2021 at 14:28 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 398
Unique Edges : 367
Edges With Duplicates : 582
Total Edges : 949
Number of Edge Types : 5
Retweet : 199
MentionsInRetweet : 325
Mentions : 323
Tweet : 77
Replies to : 25
Self-Loops : 78
Reciprocated Vertex Pair Ratio : 0.0662768031189084
Reciprocated Edge Ratio : 0.124314442413163
Connected Components : 64
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 225
Maximum Edges in a Connected Component : 693
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.111287
Graph Density : 0.0034618938521322
Modularity : 0.478082
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 398 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 December 2021 at 17:19 UTC.

The requested start date was Monday, 20 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 11-day, 12-hour, 36-minute period from Monday, 06 December 2021 at 01:52 UTC to Friday, 17 December 2021 at 14:28 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : datajournalism
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[17] https://datajournalism.com/read/longreads/the-history-of-data-journalism
[8] https://datajournalism.com/survey
[8] https://datajournalism.com/read/longreads/machine-learning-investigative-journalism
[5] https://escoladedados.org/coda2021/
[4] https://twitter.com/datajournalism/status/1467824663632007174
[4] https://www.linkedin.com/slink?code=eHksJqyd
[4] https://matgug.medium.com/drawing-on-paper-1-8bfa0e82c2dc?source=rss------python-5&utm_source=dlvr.it&utm_medium=twitter
[3] https://datajournalism.com/read/newsletters/uncovering-systemic-inequalities-with-data
[3] https://datajournalism.com/read/handbook/two
[3] https://www.youtube.com/watch?v=jDpiYodNp5U


Top URLs in Tweet in G1:
[8] https://datajournalism.com/survey
[5] https://datajournalism.com/read/longreads/the-history-of-data-journalism
[3] https://twitter.com/datajournalism/status/1467824663632007174
[2] http://covic-archive.org/index.html
[2] https://datajournalism.com/read/blog/data-journalism-newsletters
[2] https://datajournalism.com/read/newsletters/uncovering-systemic-inequalities-with-data
[2] https://twitter.com/datajournalism/status/1471830858105507844
[2] https://gijn.org/2021/12/13/top-10-ddj-omikron-zhenschiny-v-tehnoindustrii-snos-pamyatnikov-v-rossii-i-samoizolyatsiya-pchel/
[2] https://gijn.org/2021/12/06/top-10-ddj-ptichya-ierarhiya-razzhiganie-nenavisti-k-migrantam-v-rossii-i-borba-s-tehnologicheskimi-gigantami/
[1] https://projects.apnews.com/features/2021/global-extreme-heat/index.html?utm_campaign=SocialFlow&utm_medium=AP&utm_source=Twitter

Top URLs in Tweet in G2:
[7] https://datajournalism.com/read/longreads/the-history-of-data-journalism
[2] https://datajournalism.com/
[2] https://datajournalism.tools/
[1] https://twitter.com/datajournalism/status/1467824663632007174
[1] https://twitter.com/datajournalism/status/1467767513534582785
[1] https://datajournalism.com/read/newsletters
[1] https://twitter.com/datajournalism/status/1465976065378205696
[1] https://datajournalism.com/watch/python-for-journalists
[1] https://datajournalism.com/read/handbook/two
[1] https://dug.news/

Top URLs in Tweet in G3:
[3] https://datajournalism.com/read/longreads/machine-learning-investigative-journalism
[1] https://www.research.net/r/AP-Local-AI
[1] https://www.youtube.com/playlist?list=PLXTs5WDxYNmP0Xpp9BD4Ta_PecZH-4k5Y


Top URLs in Tweet in G4:
[2] https://sigmaawards.org/
[1] http://sigmaawards.org/slack/
[1] https://sigmaawards.org/slack/
[1] https://twitter.com/sigmaawards/status/1468546070674386944
[1] https://medium.com/sigma-awards/a-data-journalists-holiday-wish-list-cebc50444ea5
[1] https://twitter.com/JacopoOttaviani/status/1470676657010790401
[1] https://sigmaawards.org/apply/
[1] https://www.youtube.com/watch?v=w19ahOrtiCg


Top URLs in Tweet in G5:
[5] https://escoladedados.org/coda2021/
[1] https://datajournalism.com/watch/python-for-journalists
[1] https://twitter.com/EscolaDeDados/status/1468282071995101188

Top URLs in Tweet in G6:
[1] https://rachelslist.activehosted.com/index.php?action=social&chash=79a49b3e3762632813f9e35f4ba53d6c.1662&ref=twitter&hash=

Top URLs in Tweet in G7:
[1] https://op.europa.eu/en/web/euopendatadays?pk_campaign=post_event_video&pk_medium=Twitter

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1459084681383759874

Top URLs in Tweet in G9:
[2] https://twitter.com/datajournalism/status/1469212571349700609

Top URLs in Tweet in G10:
[1] https://www.csiwithoutdeadbodies.com/2021/12/pa-health-behavior-measures-correlate.html
[1] https://www.reddit.com/r/DataJournalism/comments/rfluz7/pa_health_behavior_measures_correlate_more_with/?utm_content=post&utm_medium=twitter&utm_source=share&utm_name=submit&utm_term=t3_rfluz7

Top Domains
Top Domains in Tweet in Entire Graph:
[57] datajournalism.com
[35] twitter.com
[7] youtube.com
[7] linkedin.com
[6] gijn.org
[6] medium.com
[5] sigmaawards.org
[5] escoladedados.org
[3] nodexlgraphgallery.org
[2] datajournalism.tools

Top Domains in Tweet in G1:
[20] datajournalism.com
[15] twitter.com
[6] gijn.org
[2] covic-archive.org
[1] apnews.com
[1] blog.google
[1] youtube.com
[1] uh.edu
[1] bbc.com
[1] herokuapp.com

Top Domains in Tweet in G2:
[16] datajournalism.com
[6] twitter.com
[2] linkedin.com
[2] briefly.co
[2] datajournalism.tools
[1] dug.news
[1] ijnet.org
[1] tripstodiscover.com

Top Domains in Tweet in G3:
[3] datajournalism.com
[1] research.net
[1] youtube.com

Top Domains in Tweet in G4:
[5] sigmaawards.org
[2] twitter.com
[1] medium.com
[1] youtube.com

Top Domains in Tweet in G5:
[5] escoladedados.org
[1] datajournalism.com
[1] twitter.com

Top Domains in Tweet in G6:
[1] activehosted.com

Top Domains in Tweet in G7:
[1] europa.eu

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[2] twitter.com

Top Domains in Tweet in G10:
[1] csiwithoutdeadbodies.com
[1] reddit.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[167] datajournalism
[62] ddj
[22] ai
[16] dataviz
[12] data
[11] journalism
[10] podcast
[9] datascience
[7] machinelearning
[5] sigmas22



Top Hashtags in Tweet in G1:
[72] datajournalism
[39] ddj
[10] podcast
[6] dataviz
[4] datajournalists
[4] ai
[3] data
[3] journalism
[2] newsletters
[2] español

Top Hashtags in Tweet in G2:
[10] datajournalism
[3] data
[1] ddj
[1] dug
[1] newsrooms
[1] opendata
[1] genre
[1] dataviz
[1] peoplesideofdata
[1] vaccines

Top Hashtags in Tweet in G3:
[4] ai

Top Hashtags in Tweet in G4:
[16] datajournalism
[12] ddj
[4] sigmas22

Top Hashtags in Tweet in G5:
[5] codabr21
[1] datamanagement
[1] data
[1] datajournalism
[1] digitalmethods

Top Hashtags in Tweet in G6:
[5] thewrapup

Top Hashtags in Tweet in G7:
[2] rstats
[1] euopendatadays
[1] opendata
[1] dataviz
[1] dataeuropaacademy
[1] dataliteracy
[1] datadriven
[1] datause
[1] statisticalliteracy
[1] datajournalism

Top Hashtags in Tweet in G8:
[3] datajournalism
[2] scicomm
[1] datenjournalismus

Top Hashtags in Tweet in G9:
[13] ai

Top Hashtags in Tweet in G10:
[1] pa
[1] trump
[1] covid
[1] p2

Top Words
Top Words in Tweet in Entire Graph:
[230] ø
[167] #datajournalism
[142] ù
[121] datajournalism
[70] data
[62] #ddj
[49] journalism
[42] know
[39] latest
[35] 2021

Top Words in Tweet in G1:
[228] ø
[142] ù
[79] datajournalism
[72] #datajournalism
[39] #ddj
[34] latest
[30] know
[30] branthouston
[27] ùšø
[25] 2021

Top Words in Tweet in G2:
[17] journalism
[15] data
[12] history
[10] #datajournalism
[6] آپ
[5] datajournalism
[4] more
[4] یہ
[4] کے
[4] ہے

Top Words in Tweet in G3:
[16] datajournalism
[10] monikajones
[6] ejcnet
[6] themarkup
[5] machine
[5] learning
[5] journalism
[5] icijorg
[5] grist
[5] buzzfeednews

Top Words in Tweet in G4:
[18] sigmaawards
[16] hey
[16] #datajournalism
[14] data
[13] journalists
[12] #ddj
[10] deadline
[10] submit
[10] projects
[10] sigmawards

Top Words in Tweet in G5:
[10] more
[6] escoladedados
[5] 600
[5] participants
[5] #codabr21
[5] read
[5] okfnbr
[5] googlenewsinit
[4] datopian
[4] embai

Top Words in Tweet in G6:
[11] sejournal
[11] thedesignest
[11] datajournalism
[10] thatcontentshed
[8] rachelslist
[7] streetlibraryau
[7] marketingprofs
[7] sueellen_writer
[7] ademerin
[6] moniquececcato

Top Words in Tweet in G7:
[4] idea
[3] know
[3] young
[3] industry
[3] approach
[3] dataset
[3] clean
[3] data
[3] hour
[2] event

Top Words in Tweet in G8:
[3] #datajournalism
[3] zeitonline
[2] excellent
[2] #scicomm
[2] juliustroeger
[2] risk
[2] infection
[2] delta
[2] closed

Top Words in Tweet in G9:
[13] #ai
[12] giornalismo
[11] zeta_luiss
[7] leggere
[7] luissdatalab
[6] riotta
[5] come
[5] perché
[5] utilizzare
[5] nel

Top Words in Tweet in G10:
[2] health
[2] behavior
[2] measures
[2] correlate
[2] more
[2] vote
[2] case
[2] mortality

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[102] ø,ø
[75] ù,ø
[69] ø,ù
[38] ù,ù
[31] data,journalism
[24] deep,dive
[23] understand,future
[23] future,helps
[23] helps,know
[23] know,past

Top Word Pairs in Tweet in G1:
[102] ø,ø
[75] ù,ø
[69] ø,ù
[38] ù,ù
[23] understand,future
[23] future,helps
[23] helps,know
[23] know,past
[23] past,latest
[23] latest,article

Top Word Pairs in Tweet in G2:
[11] data,journalism
[8] history,data
[3] history,#data
[3] #data,journalism
[2] journalism,history
[2] journalism,co
[2] started,trying
[2] trying,predict
[2] predict,outcome
[2] outcome,presidential

Top Word Pairs in Tweet in G3:
[6] datajournalism,ejcnet
[5] machine,learning
[5] icijorg,grist
[5] grist,buzzfeednews
[5] buzzfeednews,themarkup
[5] themarkup,texastribune
[5] texastribune,latimes
[4] ejcnet,icijorg
[4] latimes,eyeonohnews
[4] datajournalism,monikajones

Top Word Pairs in Tweet in G4:
[13] sigmaawards,hey
[10] hey,data
[10] data,journalists
[10] journalists,deadline
[10] deadline,submit
[10] submit,#ddj
[10] #ddj,projects
[10] projects,sigmawards
[10] sigmawards,less
[10] less,one

Top Word Pairs in Tweet in G5:
[5] more,600
[5] 600,participants
[5] participants,#codabr21
[5] #codabr21,read
[5] read,more
[5] more,escoladedados
[5] escoladedados,okfnbr
[5] okfnbr,googlenewsinit
[4] datopian,more
[4] googlenewsinit,embai

Top Word Pairs in Tweet in G6:
[11] sejournal,thedesignest
[10] thedesignest,thatcontentshed
[10] thatcontentshed,datajournalism
[7] datajournalism,streetlibraryau
[7] streetlibraryau,marketingprofs
[6] bits,bobs
[5] sueellen_writer,jessicamudditt
[5] franmolloy,ademerin
[5] last,friday
[5] friday,#thewrapup

Top Word Pairs in Tweet in G7:
[3] know,young
[3] young,industry
[3] industry,approach
[3] approach,dataset
[3] dataset,idea
[3] idea,clean
[3] clean,data
[3] data,hour
[2] superdot_studio,kickstarter
[2] kickstarter,very

Top Word Pairs in Tweet in G8:
[2] excellent,#datajournalism
[2] #datajournalism,#scicomm
[2] #scicomm,juliustroeger
[2] juliustroeger,zeitonline
[2] zeitonline,risk
[2] risk,infection
[2] infection,delta
[2] delta,closed

Top Word Pairs in Tweet in G9:
[7] giornalismo,#ai
[7] #ai,leggere
[7] leggere,zeta_luiss
[7] zeta_luiss,luissdatalab
[6] riotta,giornalismo
[5] come,perché
[5] perché,utilizzare
[5] utilizzare,#ai
[5] #ai,nel
[5] nel,giornalismo

Top Word Pairs in Tweet in G10:
[2] health,behavior
[2] behavior,measures
[2] measures,correlate
[2] correlate,more
[2] case,mortality

Top Replied-To
Top Replied-To in Entire Graph:
@datajournalism
@rachelslist
@monikajones
@piktochart
@hilkeschellmann
@econdailycharts
@vivi_pazos
@franmolloy
@jessicamudditt
@moniquececcato

Top Replied-To in G1:
@piktochart
@biafarrugia

Top Replied-To in G3:
@datajournalism
@monikajones
@gijn
@eyeonoh

Top Replied-To in G5:
@tuiladias

Top Replied-To in G6:
@rachelslist
@franmolloy
@jessicamudditt
@moniquececcato

Top Replied-To in G7:
@superdot_studio

Top Replied-To in G8:
@fraustahlhut

Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@branthouston
@sigmaawards
@ejcnet
@gijn
@monikajones
@cynduja
@sejournal
@thedesignest

Top Mentioned in G1:
@datajournalism
@branthouston
@ejcnet
@gijn
@cynduja
@sigmaawards
@monikajones
@journalismfest
@monikajo

Top Mentioned in G3:
@datajournalism
@monikajones
@ejcnet
@icijorg
@grist
@buzzfeednews
@themarkup
@texastribune
@latimes
@eyeonohnews

Top Mentioned in G4:
@sigmaawards
@buzzfeednews
@meghara
@occrp
@idashboard
@reuters
@ginaskchua
@smfrogers
@ftdata

Top Mentioned in G5:
@escoladedados
@okfnbr
@googlenewsinit
@datopian
@embai
@manto_lu
@embaixadaeua
@hivos
@sejaidp
@abraji

Top Mentioned in G6:
@sejournal
@thedesignest
@datajournalism
@thatcontentshed
@streetlibraryau
@marketingprofs
@sueellen_writer
@ademerin
@moniquececcato
@jessicamudditt

Top Mentioned in G7:
@kickstarter
@libbyseline
@eu_opendata
@datalitproject
@odihq
@schoolofdata
@datajournalism
@okfnlabs
@datakind
@gijn

Top Mentioned in G8:
@zeitonline
@juliustroeger
@bildungth
@sz
@kakape
@derspiegel
@rnd_de
@ft
@soniaboender

Top Mentioned in G9:
@zeta_luiss
@luissdatalab
@riotta
@datajournalism
@monikajones

Top Mentioned in G10:
@lara_putnam
@rcpress
@papoliticalpod1
@keystonepol
@publicsourcepa
@penn_center
@unitebluepa
@datajournalism
@wprdc
@cpennacchio

Top Tweeters
Top Tweeters in Entire Graph:
@viralvideovlogs
@artificialbra1n
@reuters
@coderretweet
@ml_tweet_bot
@glynmoody
@straits_times
@uol
@nytimes
@washingtonpost

Top Tweeters in G1:
@glynmoody
@usatoday
@euwatchers
@motherjones
@margymaclibrary
@djriveraros
@elordenmundial
@bangkokpostnews
@blackpeopledata
@propublica

Top Tweeters in G2:
@yvesmulkers
@tallulahb2012
@estate4
@magdaabufadil
@krishaamer
@chillybindesign
@luissantos
@oohrip
@monicasonica
@uxdesign_b

Top Tweeters in G3:
@latimes
@buzzfeednews
@texastribune
@grist
@icijorg
@_jakashi
@paldhous
@merbroussard
@mer__edith
@eyeonoh

Top Tweeters in G4:
@reuters
@abcnews
@pinardag
@journalismfest
@occrp
@rbvea
@casecrit
@martinstabe
@meghara
@ginaskchua

Top Tweeters in G5:
@uol
@embaixadaeua
@abraji
@insper
@espm
@hivos
@okfnbr
@escoladedados
@sejaidp
@ibpad

Top Tweeters in G6:
@sejournal
@marketingprofs
@thatcontentshed
@rachsmithjourno
@moniquececcato
@rachelslist
@franmolloy
@jessicamudditt
@sueellen_writer
@thedesignest

Top Tweeters in G7:
@rstatstweet
@rstats_tweets
@kickstarter
@odihq
@eu_opendata
@datakind
@schoolofdata
@okfnlabs
@datalitproject
@libbyseline

Top Tweeters in G8:
@ft
@derspiegel
@zeitonline
@sz
@tijdvooreten
@rnd_de
@kakape
@fraustahlhut
@soniaboender
@juliustroeger

Top Tweeters in G9:
@riotta
@maricagusmitta
@magibe
@ebwater
@zeta_luiss
@andrea_nicolai1
@federicaurzo
@t6ecosystems
@alfloresd
@luissdatalab

Top Tweeters in G10:
@publicsourcepa
@keystonepol
@rcpress
@milapgh
@unitebluepa
@wprdc
@lara_putnam
@csiwodb
@cpennacchio
@penn_center


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